Her stomach churned. Sarah stared at the email, the words blurring, the sense of betrayal a solid, heavy weight. The scholarship, her lifeline, was a cruel joke. Meant for someone else.

She envisioned the other student, probably coasting through life on a wave of privilege. The thought fueled the venomous tide rising within her. She wanted to make them suffer, to expose their flaws, to make their life as miserable as her own.

She paced her small apartment, each step a measure of her escalating frustration. The silence was deafening, the solitude a suffocating cage. She felt ready to explode.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262